Overview

Dataset statistics

Number of variables63
Number of observations19695
Missing cells18420
Missing cells (%)1.5%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory9.5 MiB
Average record size in memory504.0 B

Variable types

CAT37
NUM26

Warnings

sysbp has 206 (1.0%) missing values Missing
wbc has 356 (1.8%) missing values Missing
mcv has 351 (1.8%) missing values Missing
plt has 358 (1.8%) missing values Missing
bun has 207 (1.1%) missing values Missing
glu has 212 (1.1%) missing values Missing
crea has 232 (1.2%) missing values Missing
cho has 214 (1.1%) missing values Missing
tg has 213 (1.1%) missing values Missing
hdl has 206 (1.0%) missing values Missing
ldl has 225 (1.1%) missing values Missing
crp has 207 (1.1%) missing values Missing
hgb has 354 (1.8%) missing values Missing
cysc has 2576 (13.1%) missing values Missing
hibpe has 271 (1.4%) missing values Missing
diabe has 360 (1.8%) missing values Missing
cancre has 203 (1.0%) missing values Missing
hearte has 271 (1.4%) missing values Missing
dyslipe has 657 (3.3%) missing values Missing
livere has 280 (1.4%) missing values Missing
kidneye has 261 (1.3%) missing values Missing
joga has 433 (2.2%) missing values Missing
walk100a has 686 (3.5%) missing values Missing
climsa has 263 (1.3%) missing values Missing
cesd10 has 321 (1.6%) missing values Missing
slfmem has 329 (1.7%) missing values Missing
imrc has 1356 (6.9%) missing values Missing
dlrc has 1416 (7.2%) missing values Missing
ser7 has 399 (2.0%) missing values Missing
orient has 558 (2.8%) missing values Missing
draw has 569 (2.9%) missing values Missing
df_index has unique values Unique
cesd10 has 1458 (7.4%) zeros Zeros
imrc has 962 (4.9%) zeros Zeros
dlrc has 3584 (18.2%) zeros Zeros
ser7 has 3005 (15.3%) zeros Zeros
orient has 1562 (7.9%) zeros Zeros

Reproduction

Analysis started2020-09-14 07:14:05.416976
Analysis finished2020-09-14 07:16:04.197917
Duration1 minute and 58.78 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct19695
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9950.990251
Minimum0
Maximum19912
Zeros1
Zeros (%)< 0.1%
Memory size153.9 KiB

Quantile statistics

Minimum0
5-th percentile993.7
Q14978.5
median9942
Q314924.5
95-th percentile18921.3
Maximum19912
Range19912
Interquartile range (IQR)9946

Descriptive statistics

Standard deviation5747.363438
Coefficient of variation (CV)0.5775669851
Kurtosis-1.198499481
Mean9950.990251
Median Absolute Deviation (MAD)4973
Skewness0.001239172482
Sum195984753
Variance33032186.49
MonotocityStrictly increasing
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
20471< 0.1%
 
129471< 0.1%
 
67901< 0.1%
 
47431< 0.1%
 
190841< 0.1%
 
170371< 0.1%
 
108961< 0.1%
 
88491< 0.1%
 
149941< 0.1%
 
27081< 0.1%
 
Other values (19685)1968599.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
199121< 0.1%
 
199111< 0.1%
 
199101< 0.1%
 
199091< 0.1%
 
199081< 0.1%
 

sysbp
Real number (ℝ≥0)

MISSING

Distinct336
Distinct (%)1.7%
Missing206
Missing (%)1.0%
Infinite0
Infinite (%)0.0%
Mean130.0536627
Minimum90
Maximum193
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum90
5-th percentile101.333336
Q1115
median127.333336
Q3142.33333
95-th percentile170.66667
Maximum193
Range103
Interquartile range (IQR)27.33333

Descriptive statistics

Standard deviation20.56889575
Coefficient of variation (CV)0.1581569893
Kurtosis0.2206368255
Mean130.0536627
Median Absolute Deviation (MAD)13.666664
Skewness0.6718637101
Sum2534615.833
Variance423.0794723
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1251500.8%
 
120.3333361490.8%
 
124.6666641460.7%
 
1201450.7%
 
1241450.7%
 
123.3333361440.7%
 
127.6666641430.7%
 
1211410.7%
 
1291410.7%
 
122.3333361390.7%
 
Other values (326)1804691.6%
 
(Missing)2061.0%
 
ValueCountFrequency (%) 
90550.3%
 
90.3333369< 0.1%
 
90.6666644< 0.1%
 
912< 0.1%
 
91.3333368< 0.1%
 
ValueCountFrequency (%) 
1936< 0.1%
 
1923< 0.1%
 
191.51< 0.1%
 
191510.3%
 
190.666677< 0.1%
 

diabp
Real number (ℝ≥0)

Distinct211
Distinct (%)1.1%
Missing193
Missing (%)1.0%
Infinite0
Infinite (%)0.0%
Mean75.81249787
Minimum50
Maximum112
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum50
5-th percentile58
Q167.666664
median75
Q383.333336
95-th percentile96.5
Maximum112
Range62
Interquartile range (IQR)15.666672

Descriptive statistics

Standard deviation11.61856685
Coefficient of variation (CV)0.1532539776
Kurtosis-0.02358622046
Mean75.81249787
Median Absolute Deviation (MAD)7.666664
Skewness0.3858575459
Sum1478495.333
Variance134.9910956
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
72.6666642511.3%
 
752461.2%
 
75.6666642441.2%
 
712371.2%
 
73.3333362371.2%
 
71.6666642371.2%
 
77.3333362351.2%
 
73.6666642341.2%
 
74.3333362311.2%
 
762291.2%
 
Other values (201)1712186.9%
 
ValueCountFrequency (%) 
50420.2%
 
50.333332100.1%
 
50.666668180.1%
 
51270.1%
 
51.333332490.2%
 
ValueCountFrequency (%) 
1126< 0.1%
 
1111< 0.1%
 
110.53< 0.1%
 
110.333336500.3%
 
1108< 0.1%
 

pulse
Real number (ℝ≥0)

Distinct191
Distinct (%)1.0%
Missing192
Missing (%)1.0%
Infinite0
Infinite (%)0.0%
Mean73.19197902
Minimum50.333332
Maximum105.666664
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum50.333332
5-th percentile57.333332
Q166
median72.333336
Q379.666664
95-th percentile92
Maximum105.666664
Range55.333332
Interquartile range (IQR)13.666664

Descriptive statistics

Standard deviation10.39573775
Coefficient of variation (CV)0.1420338388
Kurtosis0.08417179563
Mean73.19197902
Median Absolute Deviation (MAD)6.666672
Skewness0.4119839858
Sum1427463.167
Variance108.0713633
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
73.3333362741.4%
 
742731.4%
 
712701.4%
 
722611.3%
 
71.3333362611.3%
 
68.6666642601.3%
 
672601.3%
 
74.6666642571.3%
 
702561.3%
 
692561.3%
 
Other values (181)1687585.7%
 
ValueCountFrequency (%) 
50.333332570.3%
 
50.51< 0.1%
 
50.666668180.1%
 
51160.1%
 
51.333332690.4%
 
ValueCountFrequency (%) 
105.666664480.2%
 
105.3333368< 0.1%
 
1055< 0.1%
 
104.666664100.1%
 
104.53< 0.1%
 

wbc
Real number (ℝ≥0)

MISSING

Distinct765
Distinct (%)4.0%
Missing356
Missing (%)1.8%
Infinite0
Infinite (%)0.0%
Mean6.101882672
Minimum2.94
Maximum12.2
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum2.94
5-th percentile3.7
Q14.86
median5.82
Q37.08
95-th percentile9.441
Maximum12.2
Range9.26
Interquartile range (IQR)2.22

Descriptive statistics

Standard deviation1.757569115
Coefficient of variation (CV)0.2880371862
Kurtosis0.8475955069
Mean6.101882672
Median Absolute Deviation (MAD)1.08
Skewness0.8685200037
Sum118004.309
Variance3.089049195
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
5.64032.0%
 
5.33902.0%
 
5.13781.9%
 
5.53631.8%
 
63591.8%
 
5.43581.8%
 
5.83551.8%
 
4.93501.8%
 
53501.8%
 
5.93481.8%
 
Other values (755)1568579.6%
 
(Missing)3561.8%
 
ValueCountFrequency (%) 
2.941030.5%
 
2.991< 0.1%
 
3170.1%
 
3.021< 0.1%
 
3.031< 0.1%
 
ValueCountFrequency (%) 
12.21050.5%
 
12.192< 0.1%
 
12.14< 0.1%
 
12100.1%
 
11.94< 0.1%
 

mcv
Real number (ℝ≥0)

MISSING

Distinct706
Distinct (%)3.6%
Missing351
Missing (%)1.8%
Infinite0
Infinite (%)0.0%
Mean91.11849721
Minimum64.4
Maximum109.8
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum64.4
5-th percentile76
Q187.6
median91.8
Q395.81
95-th percentile102.5
Maximum109.8
Range45.4
Interquartile range (IQR)8.21

Descriptive statistics

Standard deviation7.770628377
Coefficient of variation (CV)0.0852804712
Kurtosis1.659431315
Mean91.11849721
Median Absolute Deviation (MAD)4.1
Skewness-0.816923125
Sum1762596.21
Variance60.38266538
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
912621.3%
 
902281.2%
 
922211.1%
 
952141.1%
 
932141.1%
 
892061.0%
 
942031.0%
 
881951.0%
 
961520.8%
 
871480.8%
 
Other values (696)1730187.8%
 
(Missing)3511.8%
 
ValueCountFrequency (%) 
64.41< 0.1%
 
64.52< 0.1%
 
64.61010.5%
 
64.81< 0.1%
 
64.92< 0.1%
 
ValueCountFrequency (%) 
109.81010.5%
 
109.74< 0.1%
 
109.62< 0.1%
 
109.521< 0.1%
 
109.52< 0.1%
 

plt
Real number (ℝ≥0)

MISSING

Distinct452
Distinct (%)2.3%
Missing358
Missing (%)1.8%
Infinite0
Infinite (%)0.0%
Mean207.3435311
Minimum58
Maximum417
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum58
5-th percentile100
Q1161
median204
Q3250
95-th percentile326
Maximum417
Range359
Interquartile range (IQR)89

Descriptive statistics

Standard deviation68.23984351
Coefficient of variation (CV)0.3291148905
Kurtosis0.193196641
Mean207.3435311
Median Absolute Deviation (MAD)44
Skewness0.3824141484
Sum4009401.86
Variance4656.676242
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
2081370.7%
 
1901370.7%
 
2041340.7%
 
2001330.7%
 
2101310.7%
 
1961290.7%
 
1891240.6%
 
1721240.6%
 
1951240.6%
 
1881240.6%
 
Other values (442)1804091.6%
 
(Missing)3581.8%
 
ValueCountFrequency (%) 
581090.6%
 
599< 0.1%
 
604< 0.1%
 
614< 0.1%
 
627< 0.1%
 
ValueCountFrequency (%) 
4171040.5%
 
4163< 0.1%
 
4151< 0.1%
 
4145< 0.1%
 
4132< 0.1%
 

bun
Real number (ℝ≥0)

MISSING

Distinct823
Distinct (%)4.2%
Missing207
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean15.66301065
Minimum7.282912
Maximum29.46652
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum7.282912
5-th percentile9.523808
Q112.57649
median15.1254
Q318.20728
95-th percentile23.8547165
Maximum29.46652
Range22.183608
Interquartile range (IQR)5.63079

Descriptive statistics

Standard deviation4.364493263
Coefficient of variation (CV)0.2786497028
Kurtosis0.4102920995
Mean15.66301065
Median Absolute Deviation (MAD)2.800472
Skewness0.7125426112
Sum305240.7516
Variance19.04880144
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
14.2857123081.6%
 
13.1652642771.4%
 
14.00562761.4%
 
12.8851522731.4%
 
14.5658242711.4%
 
14.8459362631.3%
 
12.3249282621.3%
 
13.7254882601.3%
 
12.605042561.3%
 
15.6862722551.3%
 
Other values (813)1678785.2%
 
ValueCountFrequency (%) 
7.282912820.4%
 
7.563024310.2%
 
7.674741000.5%
 
7.730763< 0.1%
 
7.758771< 0.1%
 
ValueCountFrequency (%) 
29.46652860.4%
 
29.382491< 0.1%
 
29.354487< 0.1%
 
29.298461< 0.1%
 
29.270451< 0.1%
 

glu
Real number (ℝ≥0)

MISSING

Distinct974
Distinct (%)5.0%
Missing212
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean106.5175814
Minimum63.9
Maximum276.12
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum63.9
5-th percentile79.27928
Q190.9
median99.0991
Q3110.34
95-th percentile160.36037
Maximum276.12
Range212.22
Interquartile range (IQR)19.44

Descriptive statistics

Standard deviation30.90294468
Coefficient of variation (CV)0.2901206006
Kurtosis12.09344631
Mean106.5175814
Median Absolute Deviation (MAD)9.00901
Skewness3.095201261
Sum2075282.038
Variance954.99199
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
91.891896253.2%
 
93.6936955792.9%
 
90.090095762.9%
 
97.2972955502.8%
 
95.49555372.7%
 
88.288295232.7%
 
86.486495052.6%
 
99.09914722.4%
 
84.6846853932.0%
 
100.90093882.0%
 
Other values (964)1433572.8%
 
ValueCountFrequency (%) 
63.9890.5%
 
64.443< 0.1%
 
64.623< 0.1%
 
64.864871050.5%
 
65.162< 0.1%
 
ValueCountFrequency (%) 
276.121000.5%
 
273.422< 0.1%
 
272.71< 0.1%
 
271.981< 0.1%
 
271.263< 0.1%
 

crea
Real number (ℝ≥0)

MISSING

Distinct959
Distinct (%)4.9%
Missing232
Missing (%)1.2%
Infinite0
Infinite (%)0.0%
Mean0.7904956773
Minimum0.4294
Maximum1.82353
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum0.4294
5-th percentile0.5311
Q10.6554
median0.7571
Q30.8902717
95-th percentile1.1413
Maximum1.82353
Range1.39413
Interquartile range (IQR)0.2348717

Descriptive statistics

Standard deviation0.2034374505
Coefficient of variation (CV)0.2573542859
Kurtosis4.676645017
Mean0.7904956773
Median Absolute Deviation (MAD)0.113
Skewness1.553254773
Sum15385.41737
Variance0.04138679628
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.72322951.5%
 
0.70062821.4%
 
0.68932811.4%
 
0.75712771.4%
 
0.71192761.4%
 
0.64412701.4%
 
0.6782651.3%
 
0.76842571.3%
 
0.77972551.3%
 
0.66672541.3%
 
Other values (949)1675185.1%
 
ValueCountFrequency (%) 
0.42941190.6%
 
0.4407190.1%
 
0.452250.1%
 
0.4633260.1%
 
0.4660635890.5%
 
ValueCountFrequency (%) 
1.823531020.5%
 
1.82352982< 0.1%
 
1.8190052< 0.1%
 
1.81787371< 0.1%
 
1.81674251< 0.1%
 

cho
Real number (ℝ≥0)

MISSING

Distinct918
Distinct (%)4.7%
Missing214
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean188.8221074
Minimum111.583
Maximum300.7748
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum111.583
5-th percentile133.97684
Q1163.1452
median185.9546
Q3211.0836
95-th percentile254.3828
Maximum300.7748
Range189.1918
Interquartile range (IQR)47.9384

Descriptive statistics

Standard deviation36.343317
Coefficient of variation (CV)0.1924738448
Kurtosis0.1431174359
Mean188.8221074
Median Absolute Deviation (MAD)23.79243
Skewness0.4677698443
Sum3678443.475
Variance1320.83669
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
300.77481030.5%
 
286.4865990.5%
 
115.98900.5%
 
111.583850.4%
 
190.9804610.3%
 
176.44788600.3%
 
184.4082580.3%
 
199.4856570.3%
 
161.38997570.3%
 
185.7143560.3%
 
Other values (908)1875595.2%
 
(Missing)2141.1%
 
ValueCountFrequency (%) 
111.583850.4%
 
111.5830152< 0.1%
 
111.969128< 0.1%
 
112.355224< 0.1%
 
112.741315< 0.1%
 
ValueCountFrequency (%) 
300.77481030.5%
 
300.38821< 0.1%
 
300.00162< 0.1%
 
299.6151< 0.1%
 
299.22841< 0.1%
 

tg
Real number (ℝ≥0)

MISSING

Distinct947
Distinct (%)4.9%
Missing213
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean136.8644796
Minimum38.055
Maximum540.735
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum38.055
5-th percentile53.1
Q178.765
median110.61947
Q3162.83186
95-th percentile318.599204
Maximum540.735
Range502.68
Interquartile range (IQR)84.06686

Descriptive statistics

Standard deviation88.75168037
Coefficient of variation (CV)0.6484639449
Kurtosis5.197006382
Mean136.8644796
Median Absolute Deviation (MAD)37.17553
Skewness2.093913936
Sum2666393.792
Variance7876.860768
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
5001680.9%
 
38.0551100.6%
 
74.34990.5%
 
540.735950.5%
 
45.13274910.5%
 
99.11504900.5%
 
77.88890.5%
 
79.65880.4%
 
72.57860.4%
 
86.73860.4%
 
Other values (937)1848093.8%
 
(Missing)2131.1%
 
ValueCountFrequency (%) 
38.0551100.6%
 
38.94180.1%
 
39.825170.1%
 
40.71210.1%
 
41.595220.1%
 
ValueCountFrequency (%) 
540.735950.5%
 
539.851< 0.1%
 
538.081< 0.1%
 
533.6551< 0.1%
 
530.1151< 0.1%
 

hdl
Real number (ℝ≥0)

MISSING

Distinct379
Distinct (%)1.9%
Missing206
Missing (%)1.0%
Infinite0
Infinite (%)0.0%
Mean51.11923961
Minimum22.4228
Maximum97.0366
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum22.4228
5-th percentile32.0878
Q141.7528
median49.4848
Q358.68726
95-th percentile75.28957
Maximum97.0366
Range74.6138
Interquartile range (IQR)16.93446

Descriptive statistics

Standard deviation13.13967422
Coefficient of variation (CV)0.2570397041
Kurtosis0.5903548264
Mean51.11923961
Median Absolute Deviation (MAD)8.17206
Skewness0.6560850656
Sum996262.8608
Variance172.6510387
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
48.6486471630.8%
 
49.806951500.8%
 
46.7181471490.8%
 
50.9652521480.8%
 
44.7876431470.7%
 
49.420851460.7%
 
43.2432441440.7%
 
52.509651410.7%
 
42.084941390.7%
 
53.2818531380.7%
 
Other values (369)1802491.5%
 
(Missing)2061.0%
 
ValueCountFrequency (%) 
22.42281060.5%
 
22.80947< 0.1%
 
23.1968< 0.1%
 
23.58269< 0.1%
 
23.96929< 0.1%
 
ValueCountFrequency (%) 
97.0366980.5%
 
96.657< 0.1%
 
96.26342< 0.1%
 
95.87683< 0.1%
 
95.49024< 0.1%
 

ldl
Real number (ℝ≥0)

MISSING

Distinct838
Distinct (%)4.3%
Missing225
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean109.3878884
Minimum37.8868
Maximum210.3104
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum37.8868
5-th percentile61.776062
Q187.25869
median107.0882
Q3128.3512
95-th percentile167.1048485
Maximum210.3104
Range172.4236
Interquartile range (IQR)41.09251

Descriptive statistics

Standard deviation31.82257418
Coefficient of variation (CV)0.290914969
Kurtosis0.2469892626
Mean109.3878884
Median Absolute Deviation (MAD)20.4898
Skewness0.4601529808
Sum2129782.188
Variance1012.676227
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
210.31041070.5%
 
37.88681050.5%
 
180.30891020.5%
 
43.62934860.4%
 
92.27799690.4%
 
113.12741680.3%
 
108.88031660.3%
 
87.64479660.3%
 
98.4556650.3%
 
111.583015650.3%
 
Other values (828)1867194.8%
 
(Missing)2251.1%
 
ValueCountFrequency (%) 
37.88681050.5%
 
38.27341< 0.1%
 
38.662< 0.1%
 
39.04661< 0.1%
 
39.43321< 0.1%
 
ValueCountFrequency (%) 
210.31041070.5%
 
209.92383< 0.1%
 
209.15064< 0.1%
 
208.7641< 0.1%
 
208.37742< 0.1%
 

crp
Real number (ℝ≥0)

MISSING

Distinct1207
Distinct (%)6.2%
Missing207
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean2.545735837
Minimum0.1
Maximum37.02
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum0.1
5-th percentile0.3
Q10.63
median1.21
Q32.49
95-th percentile8.9
Maximum37.02
Range36.92
Interquartile range (IQR)1.86

Descriptive statistics

Standard deviation4.504125058
Coefficient of variation (CV)1.769282182
Kurtosis27.87057685
Mean2.545735837
Median Absolute Deviation (MAD)0.71
Skewness4.8409884
Sum49611.3
Variance20.28714254
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.55232.7%
 
0.65182.6%
 
0.74972.5%
 
0.84812.4%
 
0.94732.4%
 
0.44352.2%
 
13992.0%
 
1.13932.0%
 
1.33781.9%
 
1.23501.8%
 
Other values (1197)1504176.4%
 
ValueCountFrequency (%) 
0.12151.1%
 
0.191110.6%
 
0.21810.9%
 
0.21450.2%
 
0.22370.2%
 
ValueCountFrequency (%) 
37.021000.5%
 
36.71< 0.1%
 
36.351< 0.1%
 
36.22< 0.1%
 
36.11< 0.1%
 

hbalc
Real number (ℝ≥0)

Distinct66
Distinct (%)0.3%
Missing113
Missing (%)0.6%
Infinite0
Infinite (%)0.0%
Mean5.617337351
Minimum4.1
Maximum10.6
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum4.1
5-th percentile4.6
Q15.1
median5.5
Q35.9
95-th percentile7.1
Maximum10.6
Range6.5
Interquartile range (IQR)0.8

Descriptive statistics

Standard deviation0.8904415554
Coefficient of variation (CV)0.1585166601
Kurtosis9.001645311
Mean5.617337351
Median Absolute Deviation (MAD)0.4
Skewness2.399274476
Sum109998.7
Variance0.7928861636
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
5.412746.5%
 
5.612526.4%
 
5.312526.4%
 
5.512256.2%
 
5.212106.1%
 
5.711445.8%
 
5.111245.7%
 
5.811125.6%
 
510815.5%
 
5.99644.9%
 
Other values (56)794440.3%
 
ValueCountFrequency (%) 
4.11160.6%
 
4.2570.3%
 
4.3910.5%
 
4.41720.9%
 
4.52481.3%
 
ValueCountFrequency (%) 
10.61110.6%
 
10.58< 0.1%
 
10.44< 0.1%
 
10.36< 0.1%
 
10.28< 0.1%
 

ua
Real number (ℝ≥0)

Distinct2565
Distinct (%)13.1%
Missing189
Missing (%)1.0%
Infinite0
Infinite (%)0.0%
Mean4.691114677
Minimum2.142
Maximum9
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum2.142
5-th percentile2.8
Q13.71448
median4.50576
Q35.48352
95-th percentile7.2
Maximum9
Range6.858
Interquartile range (IQR)1.76904

Descriptive statistics

Standard deviation1.324802898
Coefficient of variation (CV)0.2824068455
Kurtosis0.3508401796
Mean4.691114677
Median Absolute Deviation (MAD)0.85848
Skewness0.6715059351
Sum91504.88288
Variance1.755102717
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
4.43401.7%
 
4.32991.5%
 
5.12991.5%
 
4.62921.5%
 
4.72881.5%
 
4.52811.4%
 
3.92801.4%
 
4.82751.4%
 
52751.4%
 
42711.4%
 
Other values (2555)1660684.3%
 
ValueCountFrequency (%) 
2.142980.5%
 
2.143682< 0.1%
 
2.145361< 0.1%
 
2.15041< 0.1%
 
2.153761< 0.1%
 
ValueCountFrequency (%) 
91120.6%
 
8.9130.1%
 
8.8170.1%
 
8.78< 0.1%
 
8.6160.1%
 

htc
Real number (ℝ≥0)

Distinct665
Distinct (%)3.4%
Missing134
Missing (%)0.7%
Infinite0
Infinite (%)0.0%
Mean41.41258167
Minimum26.77
Maximum57.6
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum26.77
5-th percentile31.5
Q138
median41.4
Q344.9
95-th percentile50.8
Maximum57.6
Range30.83
Interquartile range (IQR)6.9

Descriptive statistics

Standard deviation5.637021357
Coefficient of variation (CV)0.136118569
Kurtosis0.3229606389
Mean41.41258167
Median Absolute Deviation (MAD)3.5
Skewness0.09707370626
Sum810071.51
Variance31.77600978
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
403051.5%
 
392711.4%
 
432591.3%
 
382491.3%
 
422491.3%
 
30.42411.2%
 
412381.2%
 
442231.1%
 
451750.9%
 
371750.9%
 
Other values (655)1717687.2%
 
ValueCountFrequency (%) 
26.771070.5%
 
26.84< 0.1%
 
26.881< 0.1%
 
26.92< 0.1%
 
26.931< 0.1%
 
ValueCountFrequency (%) 
57.61120.6%
 
57.54< 0.1%
 
57.451< 0.1%
 
57.43< 0.1%
 
57.32< 0.1%
 

hgb
Real number (ℝ≥0)

MISSING

Distinct198
Distinct (%)1.0%
Missing354
Missing (%)1.8%
Infinite0
Infinite (%)0.0%
Mean14.00615356
Minimum8.9
Maximum21.8
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum8.9
5-th percentile11
Q112.7
median13.9
Q315.1
95-th percentile17.3
Maximum21.8
Range12.9
Interquartile range (IQR)2.4

Descriptive statistics

Standard deviation1.969609969
Coefficient of variation (CV)0.1406246162
Kurtosis1.326235474
Mean14.00615356
Median Absolute Deviation (MAD)1.2
Skewness0.5131756382
Sum270893.016
Variance3.879363429
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
13.74642.4%
 
13.14522.3%
 
13.94472.3%
 
13.64432.2%
 
14.14372.2%
 
13.44302.2%
 
13.84302.2%
 
14.24252.2%
 
144202.1%
 
13.54172.1%
 
Other values (188)1497676.0%
 
ValueCountFrequency (%) 
8.9910.5%
 
9120.1%
 
9.15< 0.1%
 
9.2110.1%
 
9.31110.6%
 
ValueCountFrequency (%) 
21.8960.5%
 
21.76< 0.1%
 
21.63< 0.1%
 
21.56< 0.1%
 
21.42< 0.1%
 

cysc
Real number (ℝ≥0)

MISSING

Distinct140
Distinct (%)0.8%
Missing2576
Missing (%)13.1%
Infinite0
Infinite (%)0.0%
Mean0.9292896781
Minimum0.5
Maximum1.91
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum0.5
5-th percentile0.62
Q10.78
median0.9
Q31.03
95-th percentile1.35
Maximum1.91
Range1.41
Interquartile range (IQR)0.25

Descriptive statistics

Standard deviation0.2263221804
Coefficient of variation (CV)0.2435431983
Kurtosis2.103175456
Mean0.9292896781
Median Absolute Deviation (MAD)0.13
Skewness1.116043575
Sum15908.51
Variance0.05122172932
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.943862.0%
 
0.953841.9%
 
0.833831.9%
 
0.853801.9%
 
0.93541.8%
 
0.883531.8%
 
0.963521.8%
 
0.873511.8%
 
0.863451.8%
 
0.933451.8%
 
Other values (130)1348668.5%
 
(Missing)257613.1%
 
ValueCountFrequency (%) 
0.5630.3%
 
0.51150.1%
 
0.52280.1%
 
0.53230.1%
 
0.54290.1%
 
ValueCountFrequency (%) 
1.91690.4%
 
1.892< 0.1%
 
1.883< 0.1%
 
1.877< 0.1%
 
1.864< 0.1%
 

hibpe
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing271
Missing (%)1.4%
Memory size153.9 KiB
0.no
13166 
1.yes
6258 
ValueCountFrequency (%) 
0.no1316666.8%
 
1.yes625831.8%
 
(Missing)2711.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.303985783
Min length3

diabe
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing360
Missing (%)1.8%
Memory size153.9 KiB
0.no
17618 
1.yes
 
1717
ValueCountFrequency (%) 
0.no1761889.5%
 
1.yes17178.7%
 
(Missing)3601.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.068900736
Min length3

cancre
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing203
Missing (%)1.0%
Memory size153.9 KiB
0.no
19203 
1.yes
 
289
ValueCountFrequency (%) 
0.no1920397.5%
 
1.yes2891.5%
 
(Missing)2031.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.004366591
Min length3

lunge
Categorical

Distinct2
Distinct (%)< 0.1%
Missing186
Missing (%)0.9%
Memory size153.9 KiB
0.no
16842 
1.yes
2667 
ValueCountFrequency (%) 
0.no1684285.5%
 
1.yes266713.5%
 
(Missing)1860.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.125971059
Min length3

hearte
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing271
Missing (%)1.4%
Memory size153.9 KiB
0.no
16239 
1.yes
3185 
ValueCountFrequency (%) 
0.no1623982.5%
 
1.yes318516.2%
 
(Missing)2711.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.147956334
Min length3

stroke
Categorical

Distinct2
Distinct (%)< 0.1%
Missing158
Missing (%)0.8%
Memory size153.9 KiB
0.no
18857 
1.yes
 
680
ValueCountFrequency (%) 
0.no1885795.7%
 
1.yes6803.5%
 
(Missing)1580.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.026504189
Min length3

psyche
Categorical

Distinct2
Distinct (%)< 0.1%
Missing179
Missing (%)0.9%
Memory size153.9 KiB
0.no
19134 
1.yes
 
382
ValueCountFrequency (%) 
0.no1913497.2%
 
1.yes3821.9%
 
(Missing)1790.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.010307185
Min length3

arthre
Categorical

Distinct2
Distinct (%)< 0.1%
Missing183
Missing (%)0.9%
Memory size153.9 KiB
0.no
11251 
1.yes
8261 
ValueCountFrequency (%) 
0.no1125157.1%
 
1.yes826141.9%
 
(Missing)1830.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.410154862
Min length3

dyslipe
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing657
Missing (%)3.3%
Memory size153.9 KiB
0.no
16158 
1.yes
2880 
ValueCountFrequency (%) 
0.no1615882.0%
 
1.yes288014.6%
 
(Missing)6573.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.112871287
Min length3

livere
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing280
Missing (%)1.4%
Memory size153.9 KiB
0.no
18339 
1.yes
 
1076
ValueCountFrequency (%) 
0.no1833993.1%
 
1.yes10765.5%
 
(Missing)2801.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.040416349
Min length3

kidneye
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing261
Missing (%)1.3%
Memory size153.9 KiB
0.no
17725 
1.yes
 
1709
ValueCountFrequency (%) 
0.no1772590.0%
 
1.yes17098.7%
 
(Missing)2611.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.073521198
Min length3

digeste
Categorical

Distinct2
Distinct (%)< 0.1%
Missing175
Missing (%)0.9%
Memory size153.9 KiB
0.no
13914 
1.yes
5606 
ValueCountFrequency (%) 
0.no1391470.6%
 
1.yes560628.5%
 
(Missing)1750.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.275755268
Min length3

asthmae
Categorical

Distinct2
Distinct (%)< 0.1%
Missing168
Missing (%)0.9%
Memory size153.9 KiB
0.no
18359 
1.yes
 
1168
ValueCountFrequency (%) 
0.no1835993.2%
 
1.yes11685.9%
 
(Missing)1680.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.050774308
Min length3

memrye
Categorical

Distinct2
Distinct (%)< 0.1%
Missing106
Missing (%)0.5%
Memory size153.9 KiB
0.no
19093 
1.yes
 
496
ValueCountFrequency (%) 
0.no1909396.9%
 
1.yes4962.5%
 
(Missing)1060.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.01980198
Min length3

dressa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing148
Missing (%)0.8%
Memory size153.9 KiB
0.No
18483 
1.Yes
 
1064
ValueCountFrequency (%) 
0.No1848393.8%
 
1.Yes10645.4%
 
(Missing)1480.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.046509266
Min length3

batha
Categorical

Distinct2
Distinct (%)< 0.1%
Missing169
Missing (%)0.9%
Memory size153.9 KiB
0.No
18220 
1.Yes
 
1306
ValueCountFrequency (%) 
0.No1822092.5%
 
1.Yes13066.6%
 
(Missing)1690.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.057730388
Min length3

eata
Categorical

Distinct2
Distinct (%)< 0.1%
Missing149
Missing (%)0.8%
Memory size153.9 KiB
0.No
19058 
1.Yes
 
488
ValueCountFrequency (%) 
0.No1905896.8%
 
1.Yes4882.5%
 
(Missing)1490.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.01721249
Min length3

beda
Categorical

Distinct2
Distinct (%)< 0.1%
Missing150
Missing (%)0.8%
Memory size153.9 KiB
0.No
18334 
1.Yes
 
1211
ValueCountFrequency (%) 
0.No1833493.1%
 
1.Yes12116.1%
 
(Missing)1500.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.053871541
Min length3

toilta
Categorical

Distinct2
Distinct (%)< 0.1%
Missing152
Missing (%)0.8%
Memory size153.9 KiB
0.No
16927 
1.Yes
2616 
ValueCountFrequency (%) 
0.No1692785.9%
 
1.Yes261613.3%
 
(Missing)1520.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.125107895
Min length3

urina
Categorical

Distinct2
Distinct (%)< 0.1%
Missing154
Missing (%)0.8%
Memory size153.9 KiB
0.No
18700 
1.Yes
 
841
ValueCountFrequency (%) 
0.No1870094.9%
 
1.Yes8414.3%
 
(Missing)1540.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.03488195
Min length3

moneya
Categorical

Distinct2
Distinct (%)< 0.1%
Missing111
Missing (%)0.6%
Memory size153.9 KiB
0.No
17194 
1.Yes
2390 
ValueCountFrequency (%) 
0.No1719487.3%
 
1.Yes239012.1%
 
(Missing)1110.6%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.115714648
Min length3

medsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing48
Missing (%)0.2%
Memory size153.9 KiB
0.No
18524 
1.Yes
 
1123
ValueCountFrequency (%) 
0.No1852494.1%
 
1.Yes11235.7%
 
(Missing)480.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.054582381
Min length3

shopa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing75
Missing (%)0.4%
Memory size153.9 KiB
0.No
18020 
1.Yes
 
1600
ValueCountFrequency (%) 
0.No1802091.5%
 
1.Yes16008.1%
 
(Missing)750.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.07743082
Min length3

mealsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing55
Missing (%)0.3%
Memory size153.9 KiB
0.No
17980 
1.Yes
 
1660
ValueCountFrequency (%) 
0.No1798091.3%
 
1.Yes16608.4%
 
(Missing)550.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.081492765
Min length3

housewka
Categorical

Distinct2
Distinct (%)< 0.1%
Missing32
Missing (%)0.2%
Memory size153.9 KiB
0.No
17543 
1.Yes
2120 
ValueCountFrequency (%) 
0.No1754389.1%
 
1.Yes212010.8%
 
(Missing)320.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.106016756
Min length3

joga
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing433
Missing (%)2.2%
Memory size153.9 KiB
1.yes
10462 
0.no
8800 
ValueCountFrequency (%) 
1.yes1046253.1%
 
0.no880044.7%
 
(Missing)4332.2%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length5
Mean length4.509215537
Min length3

walk1kma
Categorical

Distinct2
Distinct (%)< 0.1%
Missing84
Missing (%)0.4%
Memory size153.9 KiB
0.no
16322 
1.yes
3289 
ValueCountFrequency (%) 
0.no1632282.9%
 
1.yes328916.7%
 
(Missing)840.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.162731658
Min length3

walk100a
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing686
Missing (%)3.5%
Memory size153.9 KiB
0.no
18148 
1.yes
 
861
ValueCountFrequency (%) 
0.no1814892.1%
 
1.yes8614.4%
 
(Missing)6863.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.008885504
Min length3

chaira
Categorical

Distinct2
Distinct (%)< 0.1%
Missing65
Missing (%)0.3%
Memory size153.9 KiB
0.no
13796 
1.yes
5834 
ValueCountFrequency (%) 
0.no1379670.0%
 
1.yes583429.6%
 
(Missing)650.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.292916984
Min length3

climsa
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing263
Missing (%)1.3%
Memory size153.9 KiB
0.no
11056 
1.yes
8376 
ValueCountFrequency (%) 
0.no1105656.1%
 
1.yes837642.5%
 
(Missing)2631.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.411931962
Min length3

stoopa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing81
Missing (%)0.4%
Memory size153.9 KiB
0.no
13150 
1.yes
6464 
ValueCountFrequency (%) 
0.no1315066.8%
 
1.yes646432.8%
 
(Missing)810.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.324092409
Min length3

lifta
Categorical

Distinct2
Distinct (%)< 0.1%
Missing86
Missing (%)0.4%
Memory size153.9 KiB
0.no
17094 
1.yes
2515 
ValueCountFrequency (%) 
0.no1709486.8%
 
1.yes251512.8%
 
(Missing)860.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.123330795
Min length3

dimea
Categorical

Distinct2
Distinct (%)< 0.1%
Missing80
Missing (%)0.4%
Memory size153.9 KiB
0.no
18810 
1.yes
 
805
ValueCountFrequency (%) 
0.no1881095.5%
 
1.yes8054.1%
 
(Missing)800.4%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.036811373
Min length3

armsa
Categorical

Distinct2
Distinct (%)< 0.1%
Missing65
Missing (%)0.3%
Memory size153.9 KiB
0.no
17500 
1.yes
2130 
ValueCountFrequency (%) 
0.no1750088.9%
 
1.yes213010.8%
 
(Missing)650.3%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length4
Mean length4.104848946
Min length3

cesd10
Real number (ℝ≥0)

MISSING
ZEROS

Distinct31
Distinct (%)0.2%
Missing321
Missing (%)1.6%
Infinite0
Infinite (%)0.0%
Mean8.405749974
Minimum0
Maximum30
Zeros1458
Zeros (%)7.4%
Memory size153.9 KiB

Quantile statistics

Minimum0
5-th percentile0
Q13
median7
Q312
95-th percentile21
Maximum30
Range30
Interquartile range (IQR)9

Descriptive statistics

Standard deviation6.406075645
Coefficient of variation (CV)0.7621063753
Kurtosis0.1645481995
Mean8.405749974
Median Absolute Deviation (MAD)4
Skewness0.8440027467
Sum162853
Variance41.03780516
MonotocityNot monotonic
Histogram with fixed size bins (bins=31)
ValueCountFrequency (%) 
317318.8%
 
615177.7%
 
014587.4%
 
412896.5%
 
512146.2%
 
710995.6%
 
910525.3%
 
210275.2%
 
810055.1%
 
18954.5%
 
Other values (21)708736.0%
 
ValueCountFrequency (%) 
014587.4%
 
18954.5%
 
210275.2%
 
317318.8%
 
412896.5%
 
ValueCountFrequency (%) 
30390.2%
 
29260.1%
 
28320.2%
 
27790.4%
 
26780.4%
 

shlta
Categorical

Distinct5
Distinct (%)< 0.1%
Missing190
Missing (%)1.0%
Memory size153.9 KiB
3.Fair
10121 
4.Poor
4264 
2.Good
2611 
1.Very good
1569 
5.Very Poor
 
940
ValueCountFrequency (%) 
3.Fair1012151.4%
 
4.Poor426421.7%
 
2.Good261113.3%
 
1.Very good15698.0%
 
5.Very Poor9404.8%
 
(Missing)1901.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length11
Median length6
Mean length6.608022341
Min length3

slfmem
Categorical

MISSING

Distinct5
Distinct (%)< 0.1%
Missing329
Missing (%)1.7%
Memory size153.9 KiB
4.Fair
9425 
5.Poor
7126 
3.Good
1853 
2.Very Good
 
852
1.Excellent
 
110
ValueCountFrequency (%) 
4.Fair942547.9%
 
5.Poor712636.2%
 
3.Good18539.4%
 
2.Very Good8524.3%
 
1.Excellent1100.6%
 
(Missing)3291.7%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length11
Median length6
Mean length6.19411018
Min length3

imrc
Real number (ℝ≥0)

MISSING
ZEROS

Distinct11
Distinct (%)0.1%
Missing1356
Missing (%)6.9%
Infinite0
Infinite (%)0.0%
Mean3.854245052
Minimum0
Maximum10
Zeros962
Zeros (%)4.9%
Memory size153.9 KiB

Quantile statistics

Minimum0
5-th percentile0
Q13
median4
Q35
95-th percentile7
Maximum10
Range10
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.798731346
Coefficient of variation (CV)0.4666883713
Kurtosis0.04801929676
Mean3.854245052
Median Absolute Deviation (MAD)1
Skewness-0.0362730168
Sum70683
Variance3.235434454
MonotocityNot monotonic
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
4435022.1%
 
3371618.9%
 
5338317.2%
 
2202710.3%
 
619399.8%
 
09624.9%
 
78264.2%
 
17814.0%
 
82571.3%
 
9670.3%
 
(Missing)13566.9%
 
ValueCountFrequency (%) 
09624.9%
 
17814.0%
 
2202710.3%
 
3371618.9%
 
4435022.1%
 
ValueCountFrequency (%) 
10310.2%
 
9670.3%
 
82571.3%
 
78264.2%
 
619399.8%
 

dlrc
Real number (ℝ≥0)

MISSING
ZEROS

Distinct11
Distinct (%)0.1%
Missing1416
Missing (%)7.2%
Infinite0
Infinite (%)0.0%
Mean2.871929537
Minimum0
Maximum10
Zeros3584
Zeros (%)18.2%
Memory size153.9 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median3
Q34
95-th percentile6
Maximum10
Range10
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.004006096
Coefficient of variation (CV)0.6977908304
Kurtosis-0.5240237135
Mean2.871929537
Median Absolute Deviation (MAD)1
Skewness0.1802080634
Sum52496
Variance4.016040434
MonotocityNot monotonic
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
3361618.4%
 
0358418.2%
 
4330116.8%
 
2268313.6%
 
5223211.3%
 
112286.2%
 
610355.3%
 
73972.0%
 
81440.7%
 
9410.2%
 
(Missing)14167.2%
 
ValueCountFrequency (%) 
0358418.2%
 
112286.2%
 
2268313.6%
 
3361618.4%
 
4330116.8%
 
ValueCountFrequency (%) 
10180.1%
 
9410.2%
 
81440.7%
 
73972.0%
 
610355.3%
 

ser7
Real number (ℝ≥0)

MISSING
ZEROS

Distinct6
Distinct (%)< 0.1%
Missing399
Missing (%)2.0%
Infinite0
Infinite (%)0.0%
Mean2.711183665
Minimum0
Maximum5
Zeros3005
Zeros (%)15.3%
Memory size153.9 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q35
95-th percentile5
Maximum5
Range5
Interquartile range (IQR)4

Descriptive statistics

Standard deviation1.984487999
Coefficient of variation (CV)0.7319636897
Kurtosis-1.661781495
Mean2.711183665
Median Absolute Deviation (MAD)2
Skewness0.01435929147
Sum52315
Variance3.938192618
MonotocityNot monotonic
Histogram with fixed size bins (bins=6)
ValueCountFrequency (%) 
5705435.8%
 
1479524.3%
 
0300515.3%
 
2211610.7%
 
312866.5%
 
410405.3%
 
(Missing)3992.0%
 
ValueCountFrequency (%) 
0300515.3%
 
1479524.3%
 
2211610.7%
 
312866.5%
 
410405.3%
 
ValueCountFrequency (%) 
5705435.8%
 
410405.3%
 
312866.5%
 
2211610.7%
 
1479524.3%
 

orient
Real number (ℝ≥0)

MISSING
ZEROS

Distinct5
Distinct (%)< 0.1%
Missing558
Missing (%)2.8%
Infinite0
Infinite (%)0.0%
Mean2.835710926
Minimum0
Maximum4
Zeros1562
Zeros (%)7.9%
Memory size153.9 KiB

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q34
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.274047023
Coefficient of variation (CV)0.4492866361
Kurtosis-0.2958919598
Mean2.835710926
Median Absolute Deviation (MAD)1
Skewness-0.8995268592
Sum54267
Variance1.623195817
MonotocityNot monotonic
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
4780539.6%
 
3523326.6%
 
2281114.3%
 
117268.8%
 
015627.9%
 
(Missing)5582.8%
 
ValueCountFrequency (%) 
015627.9%
 
117268.8%
 
2281114.3%
 
3523326.6%
 
4780539.6%
 
ValueCountFrequency (%) 
4780539.6%
 
3523326.6%
 
2281114.3%
 
117268.8%
 
015627.9%
 

draw
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing569
Missing (%)2.9%
Memory size153.9 KiB
1.yes
11774 
0.no
7352 
ValueCountFrequency (%) 
1.yes1177459.8%
 
0.no735237.3%
 
(Missing)5692.9%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length5
Median length5
Mean length4.568926123
Min length3

age
Real number (ℝ≥0)

Distinct537
Distinct (%)2.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean60.74826524
Minimum40
Maximum85
Zeros0
Zeros (%)0.0%
Memory size153.9 KiB

Quantile statistics

Minimum40
5-th percentile47
Q153.416668
median60.166668
Q366.916664
95-th percentile77.166664
Maximum85
Range45
Interquartile range (IQR)13.499996

Descriptive statistics

Standard deviation9.160124547
Coefficient of variation (CV)0.150788249
Kurtosis-0.5620874482
Mean60.74826524
Median Absolute Deviation (MAD)6.75
Skewness0.3124301431
Sum1196437.084
Variance83.90788172
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
64.583336960.5%
 
58.583332930.5%
 
59.416668910.5%
 
60.833332870.4%
 
62.083332860.4%
 
62.583332850.4%
 
60.666668830.4%
 
60.583332820.4%
 
61.583332810.4%
 
57.916668810.4%
 
Other values (527)1883095.6%
 
ValueCountFrequency (%) 
402< 0.1%
 
40.1666682< 0.1%
 
40.252< 0.1%
 
40.4166682< 0.1%
 
40.51< 0.1%
 
ValueCountFrequency (%) 
853< 0.1%
 
84.9166643< 0.1%
 
84.8333365< 0.1%
 
84.754< 0.1%
 
84.6666642< 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

df_indexsysbpdiabppulsewbcmcvpltbunglucreachotghdlldlcrphbalcuahtchgbcyschibpediabecancrelungeheartestrokepsychearthredyslipeliverekidneyedigesteasthmaememryedressabathaeatabedatoiltaurinamoneyamedsashopamealsahousewkajogawalk1kmawalk100achairaclimsastoopaliftadimeaarmsacesd10shltaslfmemimrcdlrcser7orientdrawage
00123.66666467.33333655.3333329.672.9198.019.4389495.940.9831254.382863.72063.4024175.90300.984.63.5952057.620.20.920.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no0.02.Good2.Very Good10.07.05.04.00.no48.166668
11143.33333074.66666467.6666645.395.4179.012.3524194.140.8814205.671257.52561.4694131.05740.344.95.2466452.017.4NaN1.yes0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no6.05.Very Poor3.Good4.02.02.02.00.no59.916668
22178.66667087.00000055.0000007.588.3271.022.09989105.841.1526168.171088.50047.165298.96965.674.84.5595244.514.91.340.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no3.02.Good4.Fair6.06.02.03.00.no60.833332
33191.000000106.33333658.3333324.786.1208.015.6295887.480.6554219.975491.15546.0054154.25342.474.63.4473646.016.10.911.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no2.04.Poor3.Good6.07.05.03.00.no67.666664
44118.33333654.00000053.6666688.385.6290.013.2207295.760.9040168.9442109.74040.9796103.22220.764.85.2012843.814.61.231.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No1.Yes0.No0.No0.No0.No0.No0.No1.yes1.yes1.yes1.yes1.yes1.yes0.no0.no0.no6.04.Poor2.Very Good4.06.04.03.00.no79.333336
55100.00000064.33333663.6666684.679.9294.020.0271589.280.6667217.2692102.66049.0982148.84101.174.83.0340841.913.60.950.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no1.yes0.no0.no0.no9.04.Poor3.Good2.01.02.01.00.no55.833332
66108.00000070.00000053.6666686.389.3228.021.98785103.860.8927209.1506108.85549.8714135.69660.454.63.7800046.916.0NaN0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no6.03.Fair4.Fair5.05.02.03.00.no59.583332
77108.66666469.00000074.3333368.791.2278.08.3189794.681.0396151.9338110.62543.685884.66540.644.55.7892843.414.60.910.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no4.03.Fair4.Fair3.03.04.02.01.yes45.333332
88166.00000087.66666459.33333211.488.2417.012.88460118.080.5085172.423653.98551.4178100.90262.714.82.3251235.212.50.861.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no6.04.Poor4.Fair4.06.05.03.00.no64.666664
99124.66666482.33333678.3333367.987.0285.018.3185496.660.6667127.1914132.75056.057040.20640.574.44.9106449.717.30.740.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No1.Yes0.No0.No0.No0.No0.No0.No0.no0.no0.no1.yes1.yes1.yes0.no0.no0.no1.02.Good2.Very Good5.04.04.02.01.yes57.000000

Last rows

df_indexsysbpdiabppulsewbcmcvpltbunglucreachotghdlldlcrphbalcuahtchgbcyschibpediabecancrelungeheartestrokepsychearthredyslipeliverekidneyedigesteasthmaememryedressabathaeatabedatoiltaurinamoneyamedsashopamealsahousewkajogawalk1kmawalk100achairaclimsastoopaliftadimeaarmsacesd10shltaslfmemimrcdlrcser7orientdrawage
1968519903144.00000082.33333665.0000007.497.1203.015.966384115.3153150.825792179.1505749.5575248.648647112.7413101.06.35.652.616.40.931.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no1.02.Good3.Good0.00.01.03.01.yes71.666664
1968619904114.33333670.33333675.3333366.091.2216.012.32492888.2882900.800905233.5907389.3805357.142857158.3011603.26.35.149.615.00.951.yes0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no1.yes0.no0.no0.No0.No0.No0.No0.No0.No1.Yes0.No0.No0.No0.No1.yes0.no0.no1.yes0.no1.yes0.no0.no0.no13.04.Poor5.Poor4.04.01.04.00.no65.250000
1968719905100.66666464.00000061.0000007.7104.8172.011.48459284.6846850.731901181.46718115.0442549.420850111.1969154.86.15.647.715.30.851.yes0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no1.yes0.no0.no0.no0.no0.no5.04.Poor5.Poor3.03.05.00.01.yes76.250000
1968819906108.00000070.66666494.6666646.1106.3218.019.047615106.3063050.466064286.48650500.0000030.115830128.18533025.67.05.455.218.70.950.no0.no0.noNaN0.no0.no0.no1.yes0.no0.no1.yes0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no17.02.Good3.Good3.03.05.04.01.yes61.083332
1968919907113.00000070.66666483.3333365.893.0221.016.806720122.5225200.642534211.1969190.2654957.915060131.6602300.77.15.442.813.20.990.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no1.yes0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no0.no0.no0.no0.no2.02.Good4.Fair4.00.00.00.00.no69.583336
1969019908144.33333071.33333667.3333368.891.5220.014.00560090.0900900.756788164.0926781.4159352.12355499.2278000.86.54.449.315.60.890.no0.no0.no0.no1.yes0.no0.no1.yes0.no0.no0.no1.yes0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.no0.no0.no0.no0.no0.no0.no0.no0.no0.03.Fair2.Very Good3.02.05.04.01.yes59.916668
1969119909116.66666472.00000063.6666685.991.6224.010.92436886.4864900.466064249.03474201.7699155.598457153.6679501.76.65.147.815.20.750.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No1.Yes0.No0.No0.No0.no0.no0.no1.yes0.no0.no0.no0.no0.no6.03.Fair4.Fair3.03.05.02.00.no52.416668
1969219910146.33333098.00000079.0000004.8102.2161.015.406160100.9009000.652715229.34363244.2477971.814674123.1660203.65.66.536.712.00.870.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no1.yes0.no0.no0.no11.04.Poor5.Poor0.00.01.01.00.no60.750000
1969319911123.33333677.33333661.3333323.689.4201.012.605040109.9099100.792987191.89189255.7522143.24324493.0501900.85.54.338.513.20.840.no0.no0.no0.no0.no0.no0.no1.yes1.yes0.no0.no0.no0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.NoNaN0.no0.no0.no0.no0.no0.no0.no0.no0.03.Fair4.Fair4.03.01.04.01.yes52.333332
1969419912109.00000071.00000064.6666643.396.9176.016.24649693.6936950.832579209.65251106.1946941.698840145.9459500.86.05.041.313.80.500.no0.no0.no0.no0.no0.no0.no0.no0.no0.no0.no1.yes0.no0.no0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No0.No1.yes0.no0.no0.no0.no0.no0.no0.no0.no0.03.Fair4.Fair5.05.01.04.01.yes57.583332